Easy choice, just apply depending on where you want to be based, because the transfer between the two is not so straightforward.
In Switzerland salaries might be slightly higher, but so is cost of life.
Personally I would not be thrilled to live in Geneva, no matter how much money they offer but hey, everybody is different.